diff --git a/docs.it4i/software/numerical-languages/introduction.md b/docs.it4i/software/numerical-languages/introduction.md
index 0f462ce3d9bcf3a238a1f2652b891e3fc80a3187..f209933fad5d03958782731d00c2b43290d71236 100644
--- a/docs.it4i/software/numerical-languages/introduction.md
+++ b/docs.it4i/software/numerical-languages/introduction.md
@@ -6,7 +6,7 @@ Interpreted languages for numerical computations and analysis
 
 This section contains a collection of high-level interpreted languages, primarily intended for numerical computations.
 
-## Matlab
+## MATLAB
 
 MATLAB® is a high-level language and interactive environment for numerical computation, visualization, and programming.
 
@@ -15,11 +15,11 @@ $ ml MATLAB
 $ matlab
 ```
 
-Read more at the [Matlab page][1](software/numerical-languages/matlab/).
+Read more at the [MATLAB page][1](software/numerical-languages/matlab/).
 
 ## Octave
 
-GNU Octave is a high-level interpreted language, primarily intended for numerical computations. The Octave language is quite similar to Matlab so that most programs are easily portable.
+GNU Octave is a high-level interpreted language, primarily intended for numerical computations. The Octave language is quite similar to MATLAB so that most programs are easily portable.
 
 ```console
 $ ml Octave